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Anthropic CCAR-P Exam Syllabus Topics:

SectionObjectives
Governance, Safety, and Risk- Safety controls and fail-closed system design
- Security, compliance, risk management, and governance
Stakeholder Engagement and Solution Lifecycle- Stakeholder discovery and architectural trade-off communication
- Solution lifecycle, handoff, adoption, and operational enablement
Enterprise Integration and Production- Enterprise integration architecture and production readiness
- Cost, latency, reliability, and operational design
Solution Design- Claude platform and solution architecture
- Model, architecture, context, and deployment strategy selection
Evaluation and Optimization- Evaluation design and acceptance criteria
- Model and architecture optimization

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최신 Claude Certified Architect CCAR-P 무료샘플문제 (Q60-Q65):

질문 # 60
You are diagnosing a Claude Code session whose subagent uses 50,000 tokens of context before the engineer types a single message.
Which root cause is most likely?

정답:C

설명:
Claude Code constructs the model context before the first user message. That initial context can include the system prompt, project instructions, subagent configuration, MCP server instructions, and tool definitions expressed as JSON schemas. When numerous MCP servers expose many tools and Tool Search is disabled, those schemas must be loaded upfront. A large collection of verbose tool descriptions and parameter schemas can therefore consume tens of thousands of tokens before the engineer enters any text.
Tool Search is specifically designed to prevent this form of context inflation. With Tool Search enabled, Claude initially receives only server instructions and compact tool-identification information; full tool schemas are deferred until a relevant tool is discovered and required. Anthropic consequently describes Tool Search as the mechanism for keeping MCP context consumption low as integrations scale.
Keyboard layouts, font rendering, and display scaling operate outside the language-model context and cannot generate API input tokens. Likewise, model behavior does not silently reserve 50,000 tokens for personal preferences. The diagnostic action is to inspect configured MCP servers and tool counts, determine whether Tool Search has been disabled, and remove or defer unnecessary definitions.
Study Guide references/topics: [MCP Tool Search and context scaling](https://docs.anthropic.com/en/docs
/claude-code/mcp); MCP server configuration; subagent context budgeting; tool-schema optimization.


질문 # 61
You are reviewing a peer's Claude Code permission rules for an enterprise rollout. The rules grant unrestricted Bash access to all projects across all developers.
Which response is most appropriate?

정답:B

설명:
Unrestricted Bash access exposes filesystem, credential, process, network, package-management, and potentially infrastructure-administration capabilities across every repository. Option C applies least privilege by identifying the commands genuinely required by approved workflows and permitting only those patterns.
Explicit deny rules should protect destructive commands, sensitive files, credential stores, deployment systems, and other prohibited operations.
Anthropic's permission system supports allow, ask, and deny rules, with deny evaluated before ask and allow.
It also warns that command patterns intended to constrain network utilities can be fragile, so stronger controls such as WebFetch domain restrictions, hooks, and sandbox boundaries may be required. Claude Code Permissions Enterprise configuration should combine managed baseline restrictions with project-specific permissions where necessary. High-impact commands should remain subject to confirmation, and sandboxing should provide operating-system-level filesystem and network containment.
Options A and D deliberately enlarge the attack surface. Option B treats configuration simplicity as more important than enterprise security and fails to account for prompt injection, accidental commands, compromised repositories, or excessive human approval. The configuration should be narrow, auditable, centrally governed, and validated against real development workflows.
Study Guide references/topics: Claude Code permissions; Bash restrictions; least privilege; managed controls; explicit deny rules; sandboxing; enterprise rollout security.


질문 # 62
You are building an ethics-review checklist for deployments supported by artificial intelligence.
Which two checks belong on the list? (Select two.)
Each correct answer presents a complete solution.

정답:B,E

설명:
An ethics review must examine unsupported generalizations, stereotyping, disparate treatment, and other conclusions about people that are not justified by the evidence. It must also preserve identifiable human accountability for consequential decisions; responsibility cannot be transferred to a probabilistic system.
Licensing is a legal and commercial-control question, while latency and throughput are operational requirements. Both remain important, but neither is the central ethical test presented here. Restricting review to low-confidence or threshold-triggering outputs is also inadequate because models can express harmful or biased conclusions with high confidence. Ethical review should cover representative populations, protected and intersectional groups, high-impact outcomes, override mechanisms, transparency, and channels for challenge or appeal.
Study Guide references/topics: Bias and unsupported generalization; human accountability; consequential decisions; ethical oversight.


질문 # 63
An architect at Trenova Systems, Inc. is reviewing two draft communication packages for the same architectural decision. Package 1 contains a threat model, residual-risk register, and control-mapping table.
Package 2 contains a list of capabilities delivered and feature-level roadmap dependencies.
Which two audiences are correctly matched to these packages? (Select two.)

정답:A,C

설명:
Package 1 is designed for security and compliance review because its threat model identifies relevant threats and attack paths, its residual-risk register documents the risks remaining after controls, and its control- mapping table connects safeguards to organizational or regulatory requirements. Package 2 is designed for the product manager because delivered capabilities and roadmap dependencies directly support prioritization, release planning, sequencing, and lifecycle ownership. An engineering implementation team would ordinarily need component diagrams, interface contracts, configuration schemas, deployment instructions, and operational runbooks rather than primarily risk-governance artifacts. An executive sponsor generally needs a concise outcome, cost, risk, and decision summary instead of feature-level dependency details. Effective architecture communication must therefore adapt the content and level of detail to each audience's responsibilities and decision rights.


질문 # 64
You are compiling guardrail tactics for a customer-facing assistant.
Which two tactics belong on the guardrail list?
Each correct answer presents a complete solution.

정답:C,E

설명:
Option C introduces a deterministic validation boundary between probabilistic model output and downstream execution. Structured validation can reject missing fields, invalid types, unauthorized actions, malformed arguments, and values outside approved enumerations before any tool or business process acts on the response. Anthropic recommends Structured Outputs when guaranteed schema conformance is required.
Increase Output Consistency
Option D implements defense in depth. Prompt-level instructions establish intended behavior, while runtime classifiers, content filters, policy engines, output validators, tool permissions, and human confirmation gates provide controls outside the model. Anthropic's guardrail guidance recommends combining safeguards rather than depending on one mechanism. Mitigate Jailbreaks and Prompt Injections Option A creates a bypass mechanism that adversaries may discover or imitate. Option B may alter output variability but is not a security boundary and cannot guarantee policy compliance. Option E places complete reliance on a system prompt, which remains vulnerable to ambiguity, conflicting inputs, model errors, and indirect prompt injection.
Guardrails should be risk-based, independently enforceable where possible, observable, tested against adversarial cases, and proportional to the consequences of downstream actions.
Study Guide references/topics: Layered guardrails; structured validation; runtime content checks; prompt injection; deterministic enforcement; defense in depth.


질문 # 65
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